Trees and ensembles · MLD-0484
Gradient-boosted decision trees
Gradient boosting using decision trees as component learners.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Strong tabular classification or regression.
Original caveat
Often distinct from random forests despite both using trees.
Context and aliases
Level: Intermediate. Stages: Training · Inference · Evaluation.
Tags: ML.
Aliases: GBDT.
Related concepts
Original references
- scikit-learn: ensemble methods ↗ · Reference link
- scikit-learn: decision trees ↗ · Reference link
- Original reference URL ↗